AI assistants and search

Otherwise alternatives

2 open-source projects that already do this job. Free to use - not free to run, which is what the numbers on the right are for.

The full assessment →

The projects

What you give up either way

  • Brand-recognition, existing user base and trust
  • Any proprietary models, closed-source integrations, or private data the vendor owns
  • Polish and product UX refinements present in a commercial offering

An open-source project doing the core job proves a replacement is possible. It does not prove it matches Otherwise, and it does not prove anyone has run it for a month. How we decide.